Analyse des données Minecraft
Description générale
Expérience réalisée sur 97 joueurs, pour un playtime moyen de 16.1 minutes (\(\sigma\)=0.4) dans chaque mode de jeu.
Réponses aux questionnaires
Q1: Profil des joueur
Q2: Déroulement première et deuxième partie
## [1] 65.36792## [1] 76.80189
## V1 V2 V3 V4 V5
## Min. :28 Min. : 3.00 Min. : 59.0 Min. :38 Min. :38.0
## 1st Qu.:32 1st Qu.: 5.75 1st Qu.:120.5 1st Qu.:44 1st Qu.:45.5
## Median :36 Median : 8.50 Median :182.0 Median :50 Median :53.0
## Mean :36 Mean : 8.50 Mean :182.0 Mean :50 Mean :53.0
## 3rd Qu.:40 3rd Qu.:11.25 3rd Qu.:243.5 3rd Qu.:56 3rd Qu.:60.5
## Max. :44 Max. :14.00 Max. :305.0 Max. :62 Max. :68.0
##
## V6 V7 V8 V9
## Min. :42.00 Min. :25.0 Min. :19.00 Min. :31.0
## 1st Qu.:51.25 1st Qu.:26.5 1st Qu.:26.25 1st Qu.:32.5
## Median :60.50 Median :28.0 Median :33.50 Median :34.0
## Mean :60.50 Mean :28.0 Mean :33.50 Mean :34.0
## 3rd Qu.:69.75 3rd Qu.:29.5 3rd Qu.:40.75 3rd Qu.:35.5
## Max. :79.00 Max. :31.0 Max. :48.00 Max. :37.0
##
## V10 V11 V12 V13
## Min. :134.0 Min. :19.0 Min. : 83.00 Min. :19
## 1st Qu.:224.2 1st Qu.:19.5 1st Qu.: 98.25 1st Qu.:33
## Median :314.5 Median :20.0 Median :113.50 Median :47
## Mean :314.5 Mean :20.0 Mean :113.50 Mean :47
## 3rd Qu.:404.8 3rd Qu.:20.5 3rd Qu.:128.75 3rd Qu.:61
## Max. :495.0 Max. :21.0 Max. :144.00 Max. :75
##
## V14 V15 V16 V17
## Min. :49.00 Min. :23 Min. :28.0 Min. : 57.00
## 1st Qu.:49.25 1st Qu.:34 1st Qu.:39.5 1st Qu.: 79.75
## Median :49.50 Median :45 Median :51.0 Median :102.50
## Mean :49.50 Mean :45 Mean :51.0 Mean :102.50
## 3rd Qu.:49.75 3rd Qu.:56 3rd Qu.:62.5 3rd Qu.:125.25
## Max. :50.00 Max. :67 Max. :74.0 Max. :148.00
##
## V18 V19 V20 V21
## Min. :37.00 Min. :13.00 Min. : 4.00 Min. :16.0
## 1st Qu.:49.75 1st Qu.:15.75 1st Qu.: 31.75 1st Qu.:34.5
## Median :62.50 Median :18.50 Median : 59.50 Median :53.0
## Mean :62.50 Mean :18.50 Mean : 59.50 Mean :53.0
## 3rd Qu.:75.25 3rd Qu.:21.25 3rd Qu.: 87.25 3rd Qu.:71.5
## Max. :88.00 Max. :24.00 Max. :115.00 Max. :90.0
##
## V22 V23 V24 V25
## Min. : 35.00 Min. : 74 Min. : 74.00 Min. : 33.00
## 1st Qu.: 52.25 1st Qu.: 86 1st Qu.: 96.25 1st Qu.: 92.25
## Median : 69.50 Median : 98 Median :118.50 Median :151.50
## Mean : 69.50 Mean : 98 Mean :118.50 Mean :151.50
## 3rd Qu.: 86.75 3rd Qu.:110 3rd Qu.:140.75 3rd Qu.:210.75
## Max. :104.00 Max. :122 Max. :163.00 Max. :270.00
##
## V26 V27 V28 V29
## Min. :30.00 Min. :29 Min. :13.00 Min. : 4.00
## 1st Qu.:41.75 1st Qu.:30 1st Qu.:28.25 1st Qu.: 9.75
## Median :53.50 Median :31 Median :43.50 Median :15.50
## Mean :53.50 Mean :31 Mean :43.50 Mean :15.50
## 3rd Qu.:65.25 3rd Qu.:32 3rd Qu.:58.75 3rd Qu.:21.25
## Max. :77.00 Max. :33 Max. :74.00 Max. :27.00
##
## V30 V31 V32 V33 V34
## Min. :31.00 Min. :14 Min. : 95 Min. :60.00 Min. : 4
## 1st Qu.:31.75 1st Qu.:18 1st Qu.:145 1st Qu.:64.25 1st Qu.:23
## Median :32.50 Median :22 Median :195 Median :68.50 Median :42
## Mean :32.50 Mean :22 Mean :195 Mean :68.50 Mean :42
## 3rd Qu.:33.25 3rd Qu.:26 3rd Qu.:245 3rd Qu.:72.75 3rd Qu.:61
## Max. :34.00 Max. :30 Max. :295 Max. :77.00 Max. :80
##
## V35 V36 V37 V38
## Min. :36.0 Min. :28.00 Min. : 44 Min. :28.00
## 1st Qu.:36.5 1st Qu.:41.25 1st Qu.: 64 1st Qu.:35.75
## Median :37.0 Median :54.50 Median : 84 Median :43.50
## Mean :37.0 Mean :54.50 Mean : 84 Mean :43.50
## 3rd Qu.:37.5 3rd Qu.:67.75 3rd Qu.:104 3rd Qu.:51.25
## Max. :38.0 Max. :81.00 Max. :124 Max. :59.00
##
## V39 V40 V41 V42
## Min. :32.0 Min. : 77.00 Min. : 15.0 Min. :77
## 1st Qu.:36.5 1st Qu.: 89.75 1st Qu.: 54.5 1st Qu.:78
## Median :41.0 Median :102.50 Median : 94.0 Median :79
## Mean :41.0 Mean :102.50 Mean : 94.0 Mean :79
## 3rd Qu.:45.5 3rd Qu.:115.25 3rd Qu.:133.5 3rd Qu.:80
## Max. :50.0 Max. :128.00 Max. :173.0 Max. :81
##
## V43 V44 V45 V46
## Min. : 61.0 Min. : 29.0 Min. :26.0 Min. : 55.00
## 1st Qu.: 81.5 1st Qu.: 60.5 1st Qu.:29.5 1st Qu.: 66.75
## Median :102.0 Median : 92.0 Median :33.0 Median : 78.50
## Mean :102.0 Mean : 92.0 Mean :33.0 Mean : 78.50
## 3rd Qu.:122.5 3rd Qu.:123.5 3rd Qu.:36.5 3rd Qu.: 90.25
## Max. :143.0 Max. :155.0 Max. :40.0 Max. :102.00
##
## V47 V48 V49 V50
## Min. :52.0 Min. :104 Min. :299 Min. :4
## 1st Qu.:54.5 1st Qu.:104 1st Qu.:299 1st Qu.:4
## Median :57.0 Median :104 Median :299 Median :4
## Mean :57.0 Mean :104 Mean :299 Mean :4
## 3rd Qu.:59.5 3rd Qu.:104 3rd Qu.:299 3rd Qu.:4
## Max. :62.0 Max. :104 Max. :299 Max. :4
## NA's :1 NA's :1 NA's :1
## V1 V2 V3 V4
## Min. :37.00 Min. :15.00 Min. : 42 Min. :18
## 1st Qu.:41.25 1st Qu.:29.25 1st Qu.:148 1st Qu.:29
## Median :45.50 Median :43.50 Median :254 Median :40
## Mean :45.50 Mean :43.50 Mean :254 Mean :40
## 3rd Qu.:49.75 3rd Qu.:57.75 3rd Qu.:360 3rd Qu.:51
## Max. :54.00 Max. :72.00 Max. :466 Max. :62
##
## V5 V6 V7 V8
## Min. :45.00 Min. :59.0 Min. :34.00 Min. :18
## 1st Qu.:52.25 1st Qu.:64.5 1st Qu.:37.25 1st Qu.:20
## Median :59.50 Median :70.0 Median :40.50 Median :22
## Mean :59.50 Mean :70.0 Mean :40.50 Mean :22
## 3rd Qu.:66.75 3rd Qu.:75.5 3rd Qu.:43.75 3rd Qu.:24
## Max. :74.00 Max. :81.0 Max. :47.00 Max. :26
##
## V9 V10 V11 V12
## Min. :37.00 Min. :111 Min. : 9.00 Min. : 73.0
## 1st Qu.:39.75 1st Qu.:142 1st Qu.:13.25 1st Qu.:142.2
## Median :42.50 Median :173 Median :17.50 Median :211.5
## Mean :42.50 Mean :173 Mean :17.50 Mean :211.5
## 3rd Qu.:45.25 3rd Qu.:204 3rd Qu.:21.75 3rd Qu.:280.8
## Max. :48.00 Max. :235 Max. :26.00 Max. :350.0
##
## V13 V14 V15 V16
## Min. :25.00 Min. :41.00 Min. :67.00 Min. : 33.00
## 1st Qu.:43.25 1st Qu.:54.25 1st Qu.:67.75 1st Qu.: 51.75
## Median :61.50 Median :67.50 Median :68.50 Median : 70.50
## Mean :61.50 Mean :67.50 Mean :68.50 Mean : 70.50
## 3rd Qu.:79.75 3rd Qu.:80.75 3rd Qu.:69.25 3rd Qu.: 89.25
## Max. :98.00 Max. :94.00 Max. :70.00 Max. :108.00
##
## V17 V18 V19 V20
## Min. :63.0 Min. :57.00 Min. :13.00 Min. : 43.0
## 1st Qu.:68.5 1st Qu.:62.75 1st Qu.:29.25 1st Qu.: 69.5
## Median :74.0 Median :68.50 Median :45.50 Median : 96.0
## Mean :74.0 Mean :68.50 Mean :45.50 Mean : 96.0
## 3rd Qu.:79.5 3rd Qu.:74.25 3rd Qu.:61.75 3rd Qu.:122.5
## Max. :85.0 Max. :80.00 Max. :78.00 Max. :149.0
##
## V21 V22 V23 V24
## Min. :48.00 Min. : 44.00 Min. : 61 Min. : 82
## 1st Qu.:58.25 1st Qu.: 62.75 1st Qu.: 76 1st Qu.:118
## Median :68.50 Median : 81.50 Median : 91 Median :154
## Mean :68.50 Mean : 81.50 Mean : 91 Mean :154
## 3rd Qu.:78.75 3rd Qu.:100.25 3rd Qu.:106 3rd Qu.:190
## Max. :89.00 Max. :119.00 Max. :121 Max. :226
##
## V25 V26 V27 V28
## Min. : 31.0 Min. :23.00 Min. :34 Min. : 16.0
## 1st Qu.: 59.5 1st Qu.:39.75 1st Qu.:42 1st Qu.: 47.5
## Median : 88.0 Median :56.50 Median :50 Median : 79.0
## Mean : 88.0 Mean :56.50 Mean :50 Mean : 79.0
## 3rd Qu.:116.5 3rd Qu.:73.25 3rd Qu.:58 3rd Qu.:110.5
## Max. :145.0 Max. :90.00 Max. :66 Max. :142.0
##
## V29 V30 V31 V32
## Min. :23.00 Min. :27 Min. :42.00 Min. :150.0
## 1st Qu.:25.75 1st Qu.:29 1st Qu.:45.75 1st Qu.:190.8
## Median :28.50 Median :31 Median :49.50 Median :231.5
## Mean :28.50 Mean :31 Mean :49.50 Mean :231.5
## 3rd Qu.:31.25 3rd Qu.:33 3rd Qu.:53.25 3rd Qu.:272.2
## Max. :34.00 Max. :35 Max. :57.00 Max. :313.0
##
## V33 V34 V35 V36
## Min. :58.00 Min. :15.00 Min. :28 Min. :30.0
## 1st Qu.:63.25 1st Qu.:17.25 1st Qu.:33 1st Qu.:41.5
## Median :68.50 Median :19.50 Median :38 Median :53.0
## Mean :68.50 Mean :19.50 Mean :38 Mean :53.0
## 3rd Qu.:73.75 3rd Qu.:21.75 3rd Qu.:43 3rd Qu.:64.5
## Max. :79.00 Max. :24.00 Max. :48 Max. :76.0
##
## V37 V38 V39 V40 V41
## Min. :54.0 Min. :16 Min. : 4.0 Min. : 75.0 Min. : 21
## 1st Qu.:62.5 1st Qu.:20 1st Qu.:13.5 1st Qu.:101.2 1st Qu.: 46
## Median :71.0 Median :24 Median :23.0 Median :127.5 Median : 71
## Mean :71.0 Mean :24 Mean :23.0 Mean :127.5 Mean : 71
## 3rd Qu.:79.5 3rd Qu.:28 3rd Qu.:32.5 3rd Qu.:153.8 3rd Qu.: 96
## Max. :88.0 Max. :32 Max. :42.0 Max. :180.0 Max. :121
##
## V42 V43 V44 V45
## Min. : 77.0 Min. : 73.00 Min. : 29 Min. : 63.00
## 1st Qu.:231.2 1st Qu.: 80.75 1st Qu.: 73 1st Qu.: 91.25
## Median :385.5 Median : 88.50 Median :117 Median :119.50
## Mean :385.5 Mean : 88.50 Mean :117 Mean :119.50
## 3rd Qu.:539.8 3rd Qu.: 96.25 3rd Qu.:161 3rd Qu.:147.75
## Max. :694.0 Max. :104.00 Max. :205 Max. :176.00
##
## V46 V47 V48 V49 V50
## Min. : 81 Min. :45.00 Min. :83 Min. :136 Min. :4
## 1st Qu.: 91 1st Qu.:58.25 1st Qu.:83 1st Qu.:136 1st Qu.:4
## Median :101 Median :71.50 Median :83 Median :136 Median :4
## Mean :101 Mean :71.50 Mean :83 Mean :136 Mean :4
## 3rd Qu.:111 3rd Qu.:84.75 3rd Qu.:83 3rd Qu.:136 3rd Qu.:4
## Max. :121 Max. :98.00 Max. :83 Max. :136 Max. :4
## NA's :1 NA's :1 NA's :1Q3: Questionnaire comparatif sur les caractéristiques
Q3 Si la première partie est en vanilla
Q3 Si la première partie est en mod
Q3: Questionnaire comparatif sur les caractéristiques
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.00 1.00 2.00 2.38 3.00 5.00##
## Wilcoxon signed rank test with continuity correction
##
## data: DTFormCustom$sens + 1
## V = 675, p-value = 3.749e-05
## alternative hypothesis: true location is less than 3
## 95 percent confidence interval:
## -Inf 2.49999
## sample estimates:
## (pseudo)median
## 2.000041
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.00 2.00 4.00 3.38 5.00 5.00##
## Wilcoxon signed rank test with continuity correction
##
## data: DTFormCustom$situations + 1
## V = 1919, p-value = 0.01437
## alternative hypothesis: true location is greater than 3
## 95 percent confidence interval:
## 3.000007 Inf
## sample estimates:
## (pseudo)median
## 3.499958
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 2.000 3.000 3.076 4.000 5.000##
## Wilcoxon signed rank test with continuity correction
##
## data: DTFormCustom$interet + 1
## V = 1528.5, p-value = 0.2873
## alternative hypothesis: true location is greater than 3
## 95 percent confidence interval:
## 2.999926 Inf
## sample estimates:
## (pseudo)median
## 3.000052
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 2.000 3.000 3.359 5.000 5.000##
## Wilcoxon signed rank test with continuity correction
##
## data: DTFormCustom$logique + 1
## V = 1517.5, p-value = 0.007098
## alternative hypothesis: true location is greater than 3
## 95 percent confidence interval:
## 3.000079 Inf
## sample estimates:
## (pseudo)median
## 3.499983
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 2.000 3.000 3.272 4.250 5.000##
## Wilcoxon signed rank test with continuity correction
##
## data: DTFormCustom$faire + 1
## V = 1374, p-value = 0.03842
## alternative hypothesis: true location is greater than 3
## 95 percent confidence interval:
## 3.000008 Inf
## sample estimates:
## (pseudo)median
## 3.499974
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 2.000 3.000 2.804 4.000 5.000##
## Wilcoxon signed rank test with continuity correction
##
## data: DTFormCustom$objectifs + 1
## V = 780, p-value = 0.0779
## alternative hypothesis: true location is less than 3
## 95 percent confidence interval:
## -Inf 3.000031
## sample estimates:
## (pseudo)median
## 2.999978
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 1.000 3.000 2.804 4.000 5.000##
## Wilcoxon signed rank test with continuity correction
##
## data: DTFormCustom$manques + 1
## V = 1025, p-value = 0.09455
## alternative hypothesis: true location is less than 3
## 95 percent confidence interval:
## -Inf 3.00003
## sample estimates:
## (pseudo)median
## 2.999974
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 3.000 4.000 3.587 5.000 5.000##
## Wilcoxon signed rank test with continuity correction
##
## data: DTFormCustom$surpris + 1
## V = 2242.5, p-value = 0.0001552
## alternative hypothesis: true location is greater than 3
## 95 percent confidence interval:
## 3.499951 Inf
## sample estimates:
## (pseudo)median
## 3.999968
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 1.000 3.000 3.065 5.000 5.000##
## Wilcoxon signed rank test with continuity correction
##
## data: DTFormCustom$plaisir + 1
## V = 1584, p-value = 0.5902
## alternative hypothesis: true location is less than 3
## 95 percent confidence interval:
## -Inf 3.000034
## sample estimates:
## (pseudo)median
## 3Q4: Questionnaire sur la partie préférée
Q5: Questionnaire sur les processus
Q6: Questionnaire sur les lieux
Autres trucs
Cartes
Lien entre mode de jeu et nombre d’interaction
## Warning in DTAAIntNb$nbInt + DTAIntNb$nbInt: longer object length is not a
## multiple of shorter object length## Warning in `[<-.data.table`(x, j = name, value = value): Supplied 194 items
## to be assigned to 193 items of column 'nbInt' (1 unused)Le nombre d’interactions est en moyenne de 483 (\(\sigma\)=254.1) en mode vanilla et de 532 (\(\sigma\)=262.4) en mode narration émergente. Cette différence a un taux de significativité de 0.1822586
## Warning in DTIntNb[MyMod == "vanilla", nbInt] - DTIntNb[MyMod == "mod", :
## longer object length is not a multiple of shorter object length
## Df Sum Sq Mean Sq F value Pr(>F)
## MyMod 1 119546 119546 1.792 0.182
## Residuals 191 12740891 66706Lien entre mode de jeu et mort du joueur
## MyMod MyPlayerId nbInt
## 1: mod 1 24
## 2: vanilla 1 0
## 3: mod 2 4
## 4: vanilla 2 1
## 5: mod 3 14
## ---
## 182: vanilla 95 12
## 183: mod 96 0
## 184: vanilla 96 5
## 185: mod 97 0
## 186: vanilla 97 2
## Df Sum Sq Mean Sq F value Pr(>F)
## MyMod 1 446 445.9 9.129 0.00287 **
## Residuals 184 8988 48.8
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Lien entre mode de jeu et distance au barycentre (valeur absolue)
## MyMod MyPlayerId mdist sddist
## 1: mod 1 47.516898 22.642576
## 2: vanilla 1 8.519363 10.320489
## 3: mod 2 24.119756 27.988561
## 4: vanilla 2 67.278062 61.156060
## 5: vanilla 3 84.320670 45.216427
## ---
## 190: mod 95 109.533892 48.815959
## 191: vanilla 96 265.322190 158.432000
## 192: mod 96 54.350716 109.898088
## 193: vanilla 97 41.802229 41.339028
## 194: mod 97 15.658051 9.532519
## Df Sum Sq Mean Sq F value Pr(>F)
## MyMod 1 1297 1297 0.213 0.645
## Residuals 192 1169686 6092Lien entre mode de jeu et distance totale (valeur absolue)
## MyMod MyPlayerId distSum
## 1: mod 1 888.6795
## 2: vanilla 1 513.9358
## 3: mod 2 489.5495
## 4: vanilla 2 830.0883
## 5: vanilla 3 1432.3276
## ---
## 190: mod 95 1984.6851
## 191: vanilla 96 1392.5014
## 192: mod 96 1201.2704
## 193: vanilla 97 693.4844
## 194: mod 97 409.6941
## Df Sum Sq Mean Sq F value Pr(>F)
## MyMod 1 14113 14113 0.036 0.849
## Residuals 192 74391160 387454Idees fit :
- checker leffet de l’ordre en prenant les réponses des cas firstcondition == vanilla et inversement
- checker le nombre typés des interactions (kill, dig, build, etc.) -> chi2 sur col (type int) et ligne (type partie)
- checker comment tester les likert scales
Idees descriptif:
- quantite d’interaction avec les process
Nettoyage
- virer ceux qui n’ont pas joue tout le temps (temps sans action trop long)
- virer ceux qui n’ont eu que vanilla ou que mod (table game_type avec une seule ligne)